Topological Autoencoders

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Topological Autoencoders

3 June 2019

Karsten Borgwardt

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Papers citing "Topological Autoencoders"

16 / 16 papers shown

Title
Directional Sign Loss: A Topology-Preserving Loss Function that Approximates the Sign of Finite Differences Harvey Dam Tripti Agarwal Ganesh Gopalakrishnan 75 0 0 05 Apr 2025
Improving Deep Regression with Tightness Shihao Zhang Yuguang Yan Angela Yao OOD 136 0 0 13 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao Sander van Cranenburgh Simeon C. Calvert H. Lint AI4TS 146 0 0 10 Feb 2025
Revisiting Point Cloud Completion: Are We Ready For The Real-World? Stuti Pathak Prashant Kumar Nicholus Mboga Gunther Steenackers R. Penne Rudi Penne 444 0 0 26 Nov 2024
Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax I. Butakov Alexander Sememenko Alexander Tolmachev Andrey Gladkov Marina Munkhoeva Alexey Frolov 135 1 0 09 Oct 2024
Relative Representations: Topological and Geometric Perspectives Alejandro García-Castellanos Giovanni Luca Marchetti Danica Kragic Martina Scolamiero 81 1 0 17 Sep 2024
Connectivity-Optimized Representation Learning via Persistent Homology Christoph Hofer Roland Kwitt Mandar Dixit Marc Niethammer 60 77 0 21 Jun 2019
Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology Bastian Rieck Matteo Togninalli Christian Bock Michael Moor Max Horn Thomas Gumbsch Karsten Borgwardt 66 111 0 23 Dec 2018
A Topological Regularizer for Classifiers via Persistent Homology Chao Chen Xiuyan Ni Qinxun Bai Yusu Wang 74 112 0 27 Jun 2018
Topological Data Analysis of Decision Boundaries with Application to Model Selection Karthikeyan N. Ramamurthy Kush R. Varshney Krishnan Mody 46 40 0 25 May 2018
On Characterizing the Capacity of Neural Networks using Algebraic Topology William H. Guss Ruslan Salakhutdinov 73 90 0 13 Feb 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 160 9,432 0 09 Feb 2018
Deep Learning with Topological Signatures Christoph Hofer Roland Kwitt Marc Niethammer A. Uhl 3DPC 62 244 0 13 Jul 2017
Deep Sets Manzil Zaheer Satwik Kottur Siamak Ravanbakhsh Barnabás Póczós Ruslan Salakhutdinov Alex Smola 408 2,464 0 10 Mar 2017
A Stable Multi-Scale Kernel for Topological Machine Learning Jan Reininghaus Stefan Huber Ulrich Bauer Roland Kwitt 62 346 0 21 Dec 2014
Testing the Manifold Hypothesis Charles Fefferman S. Mitter Hariharan Narayanan 151 534 0 01 Oct 2013